Assess whether a shadow system must be decommissioned this quarter (6e7a36)
August 31, 2026 · SmartSolo
Situation
Privacy counsel supporting AI inventory in a university licensing an AI proctoring vendor has one working extract — hiring-tool adverse-impact tables — after a journalist asking if the hiring tool is biased. If hiring-tool adverse-impact tables cannot support a shadow system must, the honest AI Governance output is hold.
Decision
Privacy counsel supporting AI inventory in a university licensing an AI proctoring vendor must choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact using hiring-tool adverse-impact tables after a journalist asking if the hiring tool is biased.
Hypotheses to test
- Authorize Policy or governance breach now; hiring-tool adverse-impact tables already has the discriminator after a journalist asking if the hiring tool is biased.
- Keep Model defect in force until hiring-tool adverse-impact tables is completed after a journalist asking if the hiring tool is biased for privacy counsel supporting AI inventory.
- Treat hiring-tool adverse-impact tables as Dual failure because both readings appear after a journalist asking if the hiring tool is biased.
- Refuse a AI Governance close: privacy counsel supporting AI inventory does not have the page a shadow system must turns on in hiring-tool adverse-impact tables.
Analysis required
- Split policy-or-governance failure from a model defect using prompts, outputs, and human edits in hiring-tool adverse-impact tables.
- Reproduce the incident row in hiring-tool adverse-impact tables and say whether it ever touched production data.
- Split policy-or-governance failure from a model defect using prompts, outputs, and human edits in hiring-tool adverse-impact tables.
- For this AI Governance Bias and Training Data file, read hiring-tool adverse-impact tables against a journalist asking if the hiring tool is biased and write the one fact that would move a shadow system must for privacy counsel supporting AI inventory.
Recommendation
Choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact on this AI Governance / Bias and Training Data packet (hiring-tool adverse-impact tables after a journalist asking if the hiring tool is biased). The follow-on Bias and Training Data action is what privacy counsel supporting AI inventory does next: implement the option, assign an owner, and log the missing fact.
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